The hardest robotics tasks remain messy physical exceptions rather than clean benchmark demonstrations.
Robotics teams are testing whether foundation models can generalize from structured demos to imperfect production spaces. Warehouses provide a useful test because the environment is controlled but still full of irregular items, lighting changes and occlusions.
The companies closest to deployment are combining learned policies with conventional safety systems and narrow task definitions.
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A national language model offers a linguistic community its own instrument for measuring what its citizens say and value. Portugal's AMALIA, a publicly funded...
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